Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 10223 |
| Missing cells | 90 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 75 |
| Duplicate rows (%) | 0.7% |
| Total size in memory | 1.6 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 6 |
| Dataset has 75 (0.7%) duplicate rows | Duplicates |
Credit_Limit is highly correlated with Avg_Open_To_Buy | High correlation |
Avg_Open_To_Buy is highly correlated with Credit_Limit | High correlation |
Dependent_count has 910 (8.9%) zeros | Zeros |
Contacts_Count_12_mon has 418 (4.1%) zeros | Zeros |
Total_Revolving_Bal has 2483 (24.3%) zeros | Zeros |
Avg_Utilization_Ratio has 2483 (24.3%) zeros | Zeros |
Reproduction
| Analysis started | 2021-07-13 17:20:59.194513 |
|---|---|
| Analysis finished | 2021-07-13 17:22:15.225116 |
| Duration | 1 minute and 16.03 seconds |
| Software version | pandas-profiling v2.12.0 |
| Download configuration | config.yaml |
CLIENTNUM
Real number (ℝ≥0)
| Distinct | 10127 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 739224456.9 |
| Minimum | 708082083 |
|---|---|
| Maximum | 828343083 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 708082083 |
|---|---|
| 5-th percentile | 709110820.5 |
| Q1 | 713036770.5 |
| median | 717942033 |
| Q3 | 773181595.5 |
| 95-th percentile | 814216683 |
| Maximum | 828343083 |
| Range | 120261000 |
| Interquartile range (IQR) | 60144825 |
Descriptive statistics
| Standard deviation | 36928379.3 |
|---|---|
| Coefficient of variation (CV) | 0.04995557026 |
| Kurtosis | -0.621690104 |
| Mean | 739224456.9 |
| Median Absolute Deviation (MAD) | 6379200 |
| Skewness | 0.9927338024 |
| Sum | 7.557091623 × 1012 |
| Variance | 1.363705198 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 783554958 | 2 | < 0.1% |
| 778348233 | 2 | < 0.1% |
| 718619883 | 2 | < 0.1% |
| 785432733 | 2 | < 0.1% |
| 719712633 | 2 | < 0.1% |
| 715259583 | 2 | < 0.1% |
| 806160108 | 2 | < 0.1% |
| 718813833 | 2 | < 0.1% |
| 789172683 | 2 | < 0.1% |
| 719661558 | 2 | < 0.1% |
| Other values (10117) | 10203 |
| Value | Count | Frequency (%) |
| 708082083 | 1 | |
| 708083283 | 1 | |
| 708084558 | 1 | |
| 708085458 | 1 | |
| 708086958 | 1 |
| Value | Count | Frequency (%) |
| 828343083 | 1 | |
| 828298908 | 1 | |
| 828294933 | 1 | |
| 828291858 | 1 | |
| 828288333 | 1 |
Attrition_Flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.0 KiB |
| Existing Customer | |
|---|---|
| Attrited Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
Characters and Unicode
| Total characters | 173791 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Existing Customer |
|---|---|
| 2nd row | Existing Customer |
| 3rd row | Existing Customer |
| 4th row | Existing Customer |
| 5th row | Existing Customer |
| Value | Count | Frequency (%) |
| Existing Customer | 8590 | |
| Attrited Customer | 1633 | 16.0% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| customer | 10223 | |
| existing | 8590 | |
| attrited | 1633 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 23712 | |
| i | 18813 | |
| s | 18813 | |
| e | 11856 | 6.8% |
| r | 11856 | 6.8% |
| 10223 | 5.9% | |
| C | 10223 | 5.9% |
| u | 10223 | 5.9% |
| o | 10223 | 5.9% |
| m | 10223 | 5.9% |
| Other values (6) | 37626 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 143122 | |
| Uppercase Letter | 20446 | 11.8% |
| Space Separator | 10223 | 5.9% |
Most frequent character per category
| Value | Count | Frequency (%) |
| t | 23712 | |
| i | 18813 | |
| s | 18813 | |
| e | 11856 | |
| r | 11856 | |
| u | 10223 | |
| o | 10223 | |
| m | 10223 | |
| x | 8590 | 6.0% |
| n | 8590 | 6.0% |
| Other values (2) | 10223 |
| Value | Count | Frequency (%) |
| C | 10223 | |
| E | 8590 | |
| A | 1633 | 8.0% |
| Value | Count | Frequency (%) |
| 10223 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 163568 | |
| Common | 10223 | 5.9% |
Most frequent character per script
| Value | Count | Frequency (%) |
| t | 23712 | |
| i | 18813 | |
| s | 18813 | |
| e | 11856 | |
| r | 11856 | |
| C | 10223 | 6.2% |
| u | 10223 | 6.2% |
| o | 10223 | 6.2% |
| m | 10223 | 6.2% |
| E | 8590 | 5.3% |
| Other values (5) | 29036 |
| Value | Count | Frequency (%) |
| 10223 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 173791 |
Most frequent character per block
| Value | Count | Frequency (%) |
| t | 23712 | |
| i | 18813 | |
| s | 18813 | |
| e | 11856 | 6.8% |
| r | 11856 | 6.8% |
| 10223 | 5.9% | |
| C | 10223 | 5.9% |
| u | 10223 | 5.9% |
| o | 10223 | 5.9% |
| m | 10223 | 5.9% |
| Other values (6) | 37626 |
Customer_Age
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 30 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.30569999 |
| Minimum | -59 |
|---|---|
| Maximum | 73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 6 |
| Negative (%) | 0.1% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | -59 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 41 |
| median | 46 |
| Q3 | 52 |
| 95-th percentile | 60 |
| Maximum | 73 |
| Range | 132 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.35413348 |
|---|---|
| Coefficient of variation (CV) | 0.1804126378 |
| Kurtosis | 10.06792048 |
| Mean | 46.30569999 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.9321881721 |
| Sum | 471994 |
| Variance | 69.7915462 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 44 | 503 | 4.9% |
| 49 | 501 | 4.9% |
| 45 | 489 | 4.8% |
| 46 | 489 | 4.8% |
| 47 | 481 | 4.7% |
| 43 | 474 | 4.6% |
| 48 | 473 | 4.6% |
| 50 | 454 | 4.4% |
| 42 | 428 | 4.2% |
| 51 | 400 | 3.9% |
| Other values (38) | 5501 |
| Value | Count | Frequency (%) |
| -59 | 2 | < 0.1% |
| -50 | 2 | < 0.1% |
| -41 | 2 | < 0.1% |
| 26 | 78 | |
| 27 | 32 |
| Value | Count | Frequency (%) |
| 73 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 68 | 2 | |
| 67 | 4 | |
| 66 | 4 |
Gender
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.0 KiB |
| F | |
|---|---|
| M | |
| MALE | 8 |
| Male | 8 |
| Femle | 8 |
| Other values (3) | 16 |
Length
| Max length | 6 |
|---|---|
| Median length | 1 |
| Mean length | 1.014477159 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10371 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | M |
| 4th row | female |
| 5th row | MALE |
| Value | Count | Frequency (%) |
| F | 5372 | |
| M | 4811 | |
| MALE | 8 | 0.1% |
| Male | 8 | 0.1% |
| Femle | 8 | 0.1% |
| female | 6 | 0.1% |
| male | 6 | 0.1% |
| FEmale | 4 | < 0.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| f | 5372 | |
| m | 4811 | |
| male | 22 | 0.2% |
| female | 10 | 0.1% |
| femle | 8 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 5384 | |
| M | 4827 | |
| e | 46 | 0.4% |
| l | 32 | 0.3% |
| m | 24 | 0.2% |
| a | 24 | 0.2% |
| E | 12 | 0.1% |
| A | 8 | 0.1% |
| L | 8 | 0.1% |
| f | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10239 | |
| Lowercase Letter | 132 | 1.3% |
Most frequent character per category
| Value | Count | Frequency (%) |
| F | 5384 | |
| M | 4827 | |
| E | 12 | 0.1% |
| A | 8 | 0.1% |
| L | 8 | 0.1% |
| Value | Count | Frequency (%) |
| e | 46 | |
| l | 32 | |
| m | 24 | |
| a | 24 | |
| f | 6 | 4.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10371 |
Most frequent character per script
| Value | Count | Frequency (%) |
| F | 5384 | |
| M | 4827 | |
| e | 46 | 0.4% |
| l | 32 | 0.3% |
| m | 24 | 0.2% |
| a | 24 | 0.2% |
| E | 12 | 0.1% |
| A | 8 | 0.1% |
| L | 8 | 0.1% |
| f | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10371 |
Most frequent character per block
| Value | Count | Frequency (%) |
| F | 5384 | |
| M | 4827 | |
| e | 46 | 0.4% |
| l | 32 | 0.3% |
| m | 24 | 0.2% |
| a | 24 | 0.2% |
| E | 12 | 0.1% |
| A | 8 | 0.1% |
| L | 8 | 0.1% |
| f | 6 | 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.346180182 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 910 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.29821862 |
|---|---|
| Coefficient of variation (CV) | 0.5533328726 |
| Kurtosis | -0.6846162053 |
| Mean | 2.346180182 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.02168742599 |
| Sum | 23985 |
| Variance | 1.685371584 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 2760 | |
| 2 | 2676 | |
| 1 | 1860 | |
| 4 | 1592 | |
| 0 | 910 | 8.9% |
| 5 | 425 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 910 | 8.9% |
| 1 | 1860 | |
| 2 | 2676 | |
| 3 | 2760 | |
| 4 | 1592 |
| Value | Count | Frequency (%) |
| 5 | 425 | 4.2% |
| 4 | 1592 | |
| 3 | 2760 | |
| 2 | 2676 | |
| 1 | 1860 |
Education_Level
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 3 |
| Missing (%) | < 0.1% |
| Memory size | 80.0 KiB |
| GrAduate | |
|---|---|
| High School | |
| Unknown | |
| Uneducated | |
| college | |
| Other values (4) |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 8.938062622 |
| Min length | 6 |
Characters and Unicode
| Total characters | 91347 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | High School |
|---|---|
| 2nd row | GrAduate |
| 3rd row | GrAduate |
| 4th row | High School |
| 5th row | Uneducated |
| Value | Count | Frequency (%) |
| GrAduate | 3160 | |
| High School | 2032 | |
| Unknown | 1531 | |
| Uneducated | 1496 | |
| college | 1021 | 10.0% |
| Post-Graduate | 519 | 5.1% |
| Doctorate | 459 | 4.5% |
| ghjefs | 1 | < 0.1% |
| shdjafs | 1 | < 0.1% |
| (Missing) | 3 | < 0.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| graduate | 3160 | |
| school | 2032 | |
| high | 2032 | |
| unknown | 1531 | |
| uneducated | 1496 | |
| college | 1021 | 8.3% |
| post-graduate | 519 | 4.2% |
| doctorate | 459 | 3.7% |
| ghjefs | 1 | < 0.1% |
| shdjafs | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9173 | 10.0% |
| o | 8053 | 8.8% |
| d | 6672 | 7.3% |
| t | 6612 | 7.2% |
| a | 6154 | 6.7% |
| n | 6089 | 6.7% |
| u | 5175 | 5.7% |
| c | 5008 | 5.5% |
| r | 4138 | 4.5% |
| l | 4074 | 4.5% |
| Other values (17) | 30199 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 73888 | |
| Uppercase Letter | 14908 | 16.3% |
| Space Separator | 2032 | 2.2% |
| Dash Punctuation | 519 | 0.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 9173 | |
| o | 8053 | |
| d | 6672 | |
| t | 6612 | |
| a | 6154 | |
| n | 6089 | |
| u | 5175 | |
| c | 5008 | 6.8% |
| r | 4138 | 5.6% |
| l | 4074 | 5.5% |
| Other values (8) | 12740 |
| Value | Count | Frequency (%) |
| G | 3679 | |
| A | 3160 | |
| U | 3027 | |
| H | 2032 | |
| S | 2032 | |
| P | 519 | 3.5% |
| D | 459 | 3.1% |
| Value | Count | Frequency (%) |
| 2032 |
| Value | Count | Frequency (%) |
| - | 519 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 88796 | |
| Common | 2551 | 2.8% |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 9173 | 10.3% |
| o | 8053 | 9.1% |
| d | 6672 | 7.5% |
| t | 6612 | 7.4% |
| a | 6154 | 6.9% |
| n | 6089 | 6.9% |
| u | 5175 | 5.8% |
| c | 5008 | 5.6% |
| r | 4138 | 4.7% |
| l | 4074 | 4.6% |
| Other values (15) | 27648 |
| Value | Count | Frequency (%) |
| 2032 | ||
| - | 519 | 20.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 91347 |
Most frequent character per block
| Value | Count | Frequency (%) |
| e | 9173 | 10.0% |
| o | 8053 | 8.8% |
| d | 6672 | 7.3% |
| t | 6612 | 7.2% |
| a | 6154 | 6.7% |
| n | 6089 | 6.7% |
| u | 5175 | 5.7% |
| c | 5008 | 5.5% |
| r | 4138 | 4.5% |
| l | 4074 | 4.5% |
| Other values (17) | 30199 |
Marital_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.0 KiB |
| Married | |
|---|---|
| Single | |
| Unknown | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.685121784 |
| Min length | 6 |
Characters and Unicode
| Total characters | 68342 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Single |
| 3rd row | Married |
| 4th row | Unknown |
| 5th row | Married |
| Value | Count | Frequency (%) |
| Married | 4740 | |
| Single | 3971 | |
| Unknown | 760 | 7.4% |
| Divorced | 752 | 7.4% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| married | 4740 | |
| single | 3971 | |
| unknown | 760 | 7.4% |
| divorced | 752 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 10232 | |
| i | 9463 | |
| e | 9463 | |
| n | 6251 | |
| d | 5492 | |
| M | 4740 | |
| a | 4740 | |
| S | 3971 | 5.8% |
| g | 3971 | 5.8% |
| l | 3971 | 5.8% |
| Other values (7) | 6048 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 58119 | |
| Uppercase Letter | 10223 | 15.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| r | 10232 | |
| i | 9463 | |
| e | 9463 | |
| n | 6251 | |
| d | 5492 | |
| a | 4740 | |
| g | 3971 | 6.8% |
| l | 3971 | 6.8% |
| o | 1512 | 2.6% |
| k | 760 | 1.3% |
| Other values (3) | 2264 | 3.9% |
| Value | Count | Frequency (%) |
| M | 4740 | |
| S | 3971 | |
| U | 760 | 7.4% |
| D | 752 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 68342 |
Most frequent character per script
| Value | Count | Frequency (%) |
| r | 10232 | |
| i | 9463 | |
| e | 9463 | |
| n | 6251 | |
| d | 5492 | |
| M | 4740 | |
| a | 4740 | |
| S | 3971 | 5.8% |
| g | 3971 | 5.8% |
| l | 3971 | 5.8% |
| Other values (7) | 6048 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 68342 |
Most frequent character per block
| Value | Count | Frequency (%) |
| r | 10232 | |
| i | 9463 | |
| e | 9463 | |
| n | 6251 | |
| d | 5492 | |
| M | 4740 | |
| a | 4740 | |
| S | 3971 | 5.8% |
| g | 3971 | 5.8% |
| l | 3971 | 5.8% |
| Other values (7) | 6048 |
Income_Category
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 18 |
| Missing (%) | 0.2% |
| Memory size | 80.0 KiB |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $80K - $120K | |
| $60K - $80K | |
| Unknown |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 11.48593827 |
| Min length | 7 |
Characters and Unicode
| Total characters | 117214 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | $60K - $80K |
|---|---|
| 2nd row | Less than $40K |
| 3rd row | $80K - $120K |
| 4th row | Less than $40K |
| 5th row | $60K - $80K |
| Value | Count | Frequency (%) |
| Less than $40K | 3585 | |
| $40K - $60K | 1806 | |
| $80K - $120K | 1556 | |
| $60K - $80K | 1420 | 13.9% |
| Unknown | 1100 | 10.8% |
| $120K + | 738 | 7.2% |
| (Missing) | 18 | 0.2% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 5520 | ||
| 40k | 5391 | |
| less | 3585 | |
| than | 3585 | |
| 60k | 3226 | |
| 80k | 2976 | |
| 120k | 2294 | |
| unknown | 1100 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 17472 | ||
| $ | 13887 | |
| 0 | 13887 | |
| K | 13887 | |
| s | 7170 | 6.1% |
| n | 6885 | 5.9% |
| 4 | 5391 | 4.6% |
| - | 4782 | 4.1% |
| L | 3585 | 3.1% |
| e | 3585 | 3.1% |
| Other values (12) | 26683 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31695 | |
| Decimal Number | 30068 | |
| Uppercase Letter | 18572 | |
| Space Separator | 17472 | |
| Currency Symbol | 13887 | |
| Dash Punctuation | 4782 | 4.1% |
| Math Symbol | 738 | 0.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| s | 7170 | |
| n | 6885 | |
| e | 3585 | |
| t | 3585 | |
| h | 3585 | |
| a | 3585 | |
| k | 1100 | 3.5% |
| o | 1100 | 3.5% |
| w | 1100 | 3.5% |
| Value | Count | Frequency (%) |
| 0 | 13887 | |
| 4 | 5391 | 17.9% |
| 6 | 3226 | 10.7% |
| 8 | 2976 | 9.9% |
| 1 | 2294 | 7.6% |
| 2 | 2294 | 7.6% |
| Value | Count | Frequency (%) |
| K | 13887 | |
| L | 3585 | 19.3% |
| U | 1100 | 5.9% |
| Value | Count | Frequency (%) |
| $ | 13887 |
| Value | Count | Frequency (%) |
| 17472 |
| Value | Count | Frequency (%) |
| - | 4782 |
| Value | Count | Frequency (%) |
| + | 738 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 66947 | |
| Latin | 50267 |
Most frequent character per script
| Value | Count | Frequency (%) |
| K | 13887 | |
| s | 7170 | |
| n | 6885 | |
| L | 3585 | 7.1% |
| e | 3585 | 7.1% |
| t | 3585 | 7.1% |
| h | 3585 | 7.1% |
| a | 3585 | 7.1% |
| U | 1100 | 2.2% |
| k | 1100 | 2.2% |
| Other values (2) | 2200 | 4.4% |
| Value | Count | Frequency (%) |
| 17472 | ||
| $ | 13887 | |
| 0 | 13887 | |
| 4 | 5391 | 8.1% |
| - | 4782 | 7.1% |
| 6 | 3226 | 4.8% |
| 8 | 2976 | 4.4% |
| 1 | 2294 | 3.4% |
| 2 | 2294 | 3.4% |
| + | 738 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 117214 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 17472 | ||
| $ | 13887 | |
| 0 | 13887 | |
| K | 13887 | |
| s | 7170 | 6.1% |
| n | 6885 | 5.9% |
| 4 | 5391 | 4.6% |
| - | 4782 | 4.1% |
| L | 3585 | 3.1% |
| e | 3585 | 3.1% |
| Other values (12) | 26683 |
Card_Category
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 39 |
| Missing (%) | 0.4% |
| Memory size | 80.0 KiB |
| Blue | |
|---|---|
| Silver | 560 |
| gold | 118 |
| platinum | 20 |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.119795758 |
| Min length | 4 |
Characters and Unicode
| Total characters | 41956 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Blue |
|---|---|
| 2nd row | Blue |
| 3rd row | Blue |
| 4th row | gold |
| 5th row | Silver |
| Value | Count | Frequency (%) |
| Blue | 9486 | |
| Silver | 560 | 5.5% |
| gold | 118 | 1.2% |
| platinum | 20 | 0.2% |
| (Missing) | 39 | 0.4% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| blue | 9486 | |
| silver | 560 | 5.5% |
| gold | 118 | 1.2% |
| platinum | 20 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 10184 | |
| e | 10046 | |
| u | 9506 | |
| B | 9486 | |
| i | 580 | 1.4% |
| S | 560 | 1.3% |
| v | 560 | 1.3% |
| r | 560 | 1.3% |
| g | 118 | 0.3% |
| o | 118 | 0.3% |
| Other values (7) | 238 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31890 | |
| Uppercase Letter | 10046 | 23.9% |
| Space Separator | 20 | < 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| l | 10184 | |
| e | 10046 | |
| u | 9506 | |
| i | 580 | 1.8% |
| v | 560 | 1.8% |
| r | 560 | 1.8% |
| g | 118 | 0.4% |
| o | 118 | 0.4% |
| d | 118 | 0.4% |
| p | 20 | 0.1% |
| Other values (4) | 80 | 0.3% |
| Value | Count | Frequency (%) |
| B | 9486 | |
| S | 560 | 5.6% |
| Value | Count | Frequency (%) |
| 20 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 41936 | |
| Common | 20 | < 0.1% |
Most frequent character per script
| Value | Count | Frequency (%) |
| l | 10184 | |
| e | 10046 | |
| u | 9506 | |
| B | 9486 | |
| i | 580 | 1.4% |
| S | 560 | 1.3% |
| v | 560 | 1.3% |
| r | 560 | 1.3% |
| g | 118 | 0.3% |
| o | 118 | 0.3% |
| Other values (6) | 218 | 0.5% |
| Value | Count | Frequency (%) |
| 20 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 41956 |
Most frequent character per block
| Value | Count | Frequency (%) |
| l | 10184 | |
| e | 10046 | |
| u | 9506 | |
| B | 9486 | |
| i | 580 | 1.4% |
| S | 560 | 1.3% |
| v | 560 | 1.3% |
| r | 560 | 1.3% |
| g | 118 | 0.3% |
| o | 118 | 0.3% |
| Other values (7) | 238 | 0.6% |
Months_on_book
Real number (ℝ≥0)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.96126382 |
| Minimum | 13 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 32 |
| median | 36 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 56 |
| Range | 43 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.986247353 |
|---|---|
| Coefficient of variation (CV) | 0.2220791626 |
| Kurtosis | 0.4041994131 |
| Mean | 35.96126382 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.1036859509 |
| Sum | 367632 |
| Variance | 63.78014679 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 36 | 2491 | |
| 37 | 363 | 3.6% |
| 34 | 358 | 3.5% |
| 38 | 349 | 3.4% |
| 39 | 344 | 3.4% |
| 40 | 336 | 3.3% |
| 35 | 320 | 3.1% |
| 31 | 319 | 3.1% |
| 33 | 308 | 3.0% |
| 30 | 302 | 3.0% |
| Other values (34) | 4733 |
| Value | Count | Frequency (%) |
| 13 | 70 | |
| 14 | 16 | 0.2% |
| 15 | 34 | |
| 16 | 29 | |
| 17 | 39 |
| Value | Count | Frequency (%) |
| 56 | 107 | |
| 55 | 42 | 0.4% |
| 54 | 55 | |
| 53 | 78 | |
| 52 | 65 |
Total_Relationship_Count
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.815024944 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.553242522 |
|---|---|
| Coefficient of variation (CV) | 0.4071382351 |
| Kurtosis | -1.005754799 |
| Mean | 3.815024944 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1627050103 |
| Sum | 39001 |
| Variance | 2.412562333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 2328 | |
| 4 | 1929 | |
| 5 | 1912 | |
| 6 | 1886 | |
| 2 | 1257 | |
| 1 | 911 | 8.9% |
| Value | Count | Frequency (%) |
| 1 | 911 | 8.9% |
| 2 | 1257 | |
| 3 | 2328 | |
| 4 | 1929 | |
| 5 | 1912 |
| Value | Count | Frequency (%) |
| 6 | 1886 | |
| 5 | 1912 | |
| 4 | 1929 | |
| 3 | 2328 | |
| 2 | 1257 |
Months_Inactive_12_mon
Real number (ℝ≥0)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.340408882 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 31 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.011834545 |
|---|---|
| Coefficient of variation (CV) | 0.4323323812 |
| Kurtosis | 1.099324143 |
| Mean | 2.340408882 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6344688189 |
| Sum | 23926 |
| Variance | 1.023809146 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 3 | 3871 | |
| 2 | 3317 | |
| 1 | 2256 | |
| 4 | 443 | 4.3% |
| 5 | 179 | 1.8% |
| 6 | 126 | 1.2% |
| 0 | 31 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 31 | 0.3% |
| 1 | 2256 | |
| 2 | 3317 | |
| 3 | 3871 | |
| 4 | 443 | 4.3% |
| Value | Count | Frequency (%) |
| 6 | 126 | 1.2% |
| 5 | 179 | 1.8% |
| 4 | 443 | 4.3% |
| 3 | 3871 | |
| 2 | 3317 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.449867945 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 418 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.107773767 |
|---|---|
| Coefficient of variation (CV) | 0.4521769305 |
| Kurtosis | 0.004241125067 |
| Mean | 2.449867945 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.004228032285 |
| Sum | 25045 |
| Variance | 1.22716272 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 3 | 3410 | |
| 2 | 3264 | |
| 1 | 1507 | |
| 4 | 1394 | |
| 0 | 418 | 4.1% |
| 5 | 176 | 1.7% |
| 6 | 54 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 418 | 4.1% |
| 1 | 1507 | |
| 2 | 3264 | |
| 3 | 3410 | |
| 4 | 1394 |
| Value | Count | Frequency (%) |
| 6 | 54 | 0.5% |
| 5 | 176 | 1.7% |
| 4 | 1394 | |
| 3 | 3410 | |
| 2 | 3264 |
| Distinct | 6205 |
|---|---|
| Distinct (%) | 60.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8654.292967 |
| Minimum | 1438.3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 1438.3 |
|---|---|
| 5-th percentile | 1439.1 |
| Q1 | 2560.5 |
| median | 4559 |
| Q3 | 11116 |
| 95-th percentile | 34516 |
| Maximum | 34516 |
| Range | 33077.7 |
| Interquartile range (IQR) | 8555.5 |
Descriptive statistics
| Standard deviation | 9098.411381 |
|---|---|
| Coefficient of variation (CV) | 1.051317701 |
| Kurtosis | 1.790025838 |
| Mean | 8654.292967 |
| Median Absolute Deviation (MAD) | 2606 |
| Skewness | 1.661411428 |
| Sum | 88472837 |
| Variance | 82781089.67 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 34516 | 514 | 5.0% |
| 1438.3 | 510 | 5.0% |
| 15987 | 18 | 0.2% |
| 9959 | 18 | 0.2% |
| 23981 | 12 | 0.1% |
| 2490 | 11 | 0.1% |
| 3735 | 11 | 0.1% |
| 6224 | 11 | 0.1% |
| 7469 | 10 | 0.1% |
| 2069 | 8 | 0.1% |
| Other values (6195) | 9100 |
| Value | Count | Frequency (%) |
| 1438.3 | 510 | |
| 1439 | 2 | < 0.1% |
| 1440 | 1 | < 0.1% |
| 1441 | 2 | < 0.1% |
| 1442 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 34516 | 514 | |
| 34496 | 1 | < 0.1% |
| 34458 | 1 | < 0.1% |
| 34427 | 1 | < 0.1% |
| 34198 | 1 | < 0.1% |
| Distinct | 1974 |
|---|---|
| Distinct (%) | 19.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1165.096351 |
| Minimum | 0 |
|---|---|
| Maximum | 2517 |
| Zeros | 2483 |
| Zeros (%) | 24.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 405.5 |
| median | 1279 |
| Q3 | 1785 |
| 95-th percentile | 2517 |
| Maximum | 2517 |
| Range | 2517 |
| Interquartile range (IQR) | 1379.5 |
Descriptive statistics
| Standard deviation | 814.811961 |
|---|---|
| Coefficient of variation (CV) | 0.6993515687 |
| Kurtosis | -1.143610005 |
| Mean | 1165.096351 |
| Median Absolute Deviation (MAD) | 591 |
| Skewness | -0.1518827627 |
| Sum | 11910780 |
| Variance | 663918.5318 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2483 | 24.3% |
| 2517 | 516 | 5.0% |
| 1480 | 12 | 0.1% |
| 1965 | 12 | 0.1% |
| 1720 | 11 | 0.1% |
| 1664 | 11 | 0.1% |
| 1560 | 11 | 0.1% |
| 1434 | 11 | 0.1% |
| 1250 | 10 | 0.1% |
| 1650 | 10 | 0.1% |
| Other values (1964) | 7136 |
| Value | Count | Frequency (%) |
| 0 | 2483 | |
| 132 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 145 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2517 | 516 | |
| 2514 | 3 | < 0.1% |
| 2513 | 1 | < 0.1% |
| 2512 | 2 | < 0.1% |
| 2511 | 1 | < 0.1% |
| Distinct | 6813 |
|---|---|
| Distinct (%) | 66.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7489.196615 |
| Minimum | 3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 481.1 |
| Q1 | 1327.5 |
| median | 3488 |
| Q3 | 9927 |
| 95-th percentile | 32185.8 |
| Maximum | 34516 |
| Range | 34513 |
| Interquartile range (IQR) | 8599.5 |
Descriptive statistics
| Standard deviation | 9100.061551 |
|---|---|
| Coefficient of variation (CV) | 1.215091821 |
| Kurtosis | 1.780975063 |
| Mean | 7489.196615 |
| Median Absolute Deviation (MAD) | 2679 |
| Skewness | 1.656710773 |
| Sum | 76562057 |
| Variance | 82811120.23 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1438.3 | 326 | 3.2% |
| 34516 | 99 | 1.0% |
| 31999 | 26 | 0.3% |
| 787 | 8 | 0.1% |
| 713 | 7 | 0.1% |
| 953 | 7 | 0.1% |
| 463 | 7 | 0.1% |
| 788 | 7 | 0.1% |
| 701 | 7 | 0.1% |
| 806 | 6 | 0.1% |
| Other values (6803) | 9723 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 10 | 1 | |
| 14 | 2 | |
| 15 | 1 | |
| 24 | 1 |
| Value | Count | Frequency (%) |
| 34516 | 99 | |
| 34362 | 1 | < 0.1% |
| 34302 | 1 | < 0.1% |
| 34300 | 1 | < 0.1% |
| 34297 | 1 | < 0.1% |
Total_Amt_Chng_Q4_Q1
Real number (ℝ≥0)
| Distinct | 1158 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7632900323 |
| Minimum | 0 |
|---|---|
| Maximum | 3.397 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.464 |
| Q1 | 0.631 |
| median | 0.737 |
| Q3 | 0.861 |
| 95-th percentile | 1.12 |
| Maximum | 3.397 |
| Range | 3.397 |
| Interquartile range (IQR) | 0.23 |
Descriptive statistics
| Standard deviation | 0.2275878692 |
|---|---|
| Coefficient of variation (CV) | 0.2981669609 |
| Kurtosis | 12.70114737 |
| Mean | 0.7632900323 |
| Median Absolute Deviation (MAD) | 0.114 |
| Skewness | 2.038033024 |
| Sum | 7803.114 |
| Variance | 0.05179623822 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.791 | 37 | 0.4% |
| 0.712 | 35 | 0.3% |
| 0.743 | 34 | 0.3% |
| 0.718 | 33 | 0.3% |
| 0.735 | 33 | 0.3% |
| 0.699 | 32 | 0.3% |
| 0.722 | 32 | 0.3% |
| 0.788 | 32 | 0.3% |
| 0.744 | 32 | 0.3% |
| 0.631 | 31 | 0.3% |
| Other values (1148) | 9892 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.01 | 1 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.046 | 1 | < 0.1% |
| 0.061 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.397 | 2 | |
| 3.355 | 2 | |
| 2.675 | 1 | |
| 2.594 | 1 | |
| 2.368 | 1 |
Total_Trans_Amt
Real number (ℝ≥0)
| Distinct | 5033 |
|---|---|
| Distinct (%) | 49.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4375.045583 |
| Minimum | 510 |
|---|---|
| Maximum | 18484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 510 |
|---|---|
| 5-th percentile | 1264 |
| Q1 | 2124.5 |
| median | 3880 |
| Q3 | 4734 |
| 95-th percentile | 14203.8 |
| Maximum | 18484 |
| Range | 17974 |
| Interquartile range (IQR) | 2609.5 |
Descriptive statistics
| Standard deviation | 3394.397079 |
|---|---|
| Coefficient of variation (CV) | 0.7758541059 |
| Kurtosis | 3.927673233 |
| Mean | 4375.045583 |
| Median Absolute Deviation (MAD) | 1315 |
| Skewness | 2.045084902 |
| Sum | 44726091 |
| Variance | 11521931.53 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4509 | 11 | 0.1% |
| 4253 | 11 | 0.1% |
| 2229 | 10 | 0.1% |
| 4518 | 10 | 0.1% |
| 4498 | 9 | 0.1% |
| 4220 | 9 | 0.1% |
| 4313 | 9 | 0.1% |
| 4042 | 9 | 0.1% |
| 4869 | 9 | 0.1% |
| 4037 | 9 | 0.1% |
| Other values (5023) | 10127 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 530 | 1 | |
| 563 | 1 | |
| 569 | 1 | |
| 594 | 1 |
| Value | Count | Frequency (%) |
| 18484 | 1 | |
| 17995 | 1 | |
| 17744 | 1 | |
| 17634 | 1 | |
| 17628 | 1 |
Total_Trans_Ct
Real number (ℝ≥0)
| Distinct | 126 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.51345006 |
| Minimum | 10 |
|---|---|
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 44 |
| median | 67 |
| Q3 | 80 |
| 95-th percentile | 105 |
| Maximum | 139 |
| Range | 129 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 23.641091 |
|---|---|
| Coefficient of variation (CV) | 0.3664521271 |
| Kurtosis | -0.3890897601 |
| Mean | 64.51345006 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.1530652148 |
| Sum | 659521 |
| Variance | 558.9011838 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 81 | 208 | 2.0% |
| 71 | 203 | 2.0% |
| 75 | 203 | 2.0% |
| 69 | 202 | 2.0% |
| 82 | 202 | 2.0% |
| 76 | 198 | 1.9% |
| 77 | 197 | 1.9% |
| 70 | 193 | 1.9% |
| 74 | 190 | 1.9% |
| 78 | 190 | 1.9% |
| Other values (116) | 8237 |
| Value | Count | Frequency (%) |
| 10 | 4 | |
| 11 | 2 | < 0.1% |
| 12 | 4 | |
| 13 | 6 | |
| 14 | 9 |
| Value | Count | Frequency (%) |
| 139 | 1 | < 0.1% |
| 138 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 132 | 1 | < 0.1% |
| 131 | 6 |
Total_Ct_Chng_Q4_Q1
Real number (ℝ≥0)
| Distinct | 830 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7151215886 |
| Minimum | 0 |
|---|---|
| Maximum | 3.714 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.368 |
| Q1 | 0.583 |
| median | 0.703 |
| Q3 | 0.821 |
| 95-th percentile | 1.077 |
| Maximum | 3.714 |
| Range | 3.714 |
| Interquartile range (IQR) | 0.238 |
Descriptive statistics
| Standard deviation | 0.2455565761 |
|---|---|
| Coefficient of variation (CV) | 0.3433773781 |
| Kurtosis | 16.40103587 |
| Mean | 0.7151215886 |
| Median Absolute Deviation (MAD) | 0.119 |
| Skewness | 2.236630015 |
| Sum | 7310.688 |
| Variance | 0.06029803207 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 173 | 1.7% |
| 0.667 | 172 | 1.7% |
| 0.5 | 162 | 1.6% |
| 0.75 | 157 | 1.5% |
| 0.6 | 117 | 1.1% |
| 0.8 | 102 | 1.0% |
| 0.714 | 94 | 0.9% |
| 0.833 | 86 | 0.8% |
| 0.778 | 70 | 0.7% |
| 0.625 | 64 | 0.6% |
| Other values (820) | 9026 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| 0.038 | 1 | < 0.1% |
| 0.053 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.714 | 1 | < 0.1% |
| 3.571 | 1 | < 0.1% |
| 3.5 | 1 | < 0.1% |
| 3.25 | 2 | |
| 3 | 3 |
| Distinct | 964 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2747400959 |
| Minimum | 0 |
|---|---|
| Maximum | 0.999 |
| Zeros | 2483 |
| Zeros (%) | 24.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.024 |
| median | 0.175 |
| Q3 | 0.502 |
| 95-th percentile | 0.792 |
| Maximum | 0.999 |
| Range | 0.999 |
| Interquartile range (IQR) | 0.478 |
Descriptive statistics
| Standard deviation | 0.2754291776 |
|---|---|
| Coefficient of variation (CV) | 1.002508122 |
| Kurtosis | -0.7920669153 |
| Mean | 0.2747400959 |
| Median Absolute Deviation (MAD) | 0.175 |
| Skewness | 0.7195038664 |
| Sum | 2808.668 |
| Variance | 0.0758612319 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2483 | 24.3% |
| 0.073 | 44 | 0.4% |
| 0.057 | 34 | 0.3% |
| 0.048 | 33 | 0.3% |
| 0.06 | 30 | 0.3% |
| 0.061 | 29 | 0.3% |
| 0.045 | 29 | 0.3% |
| 0.059 | 29 | 0.3% |
| 0.069 | 28 | 0.3% |
| 0.053 | 27 | 0.3% |
| Other values (954) | 7457 |
| Value | Count | Frequency (%) |
| 0 | 2483 | |
| 0.004 | 1 | < 0.1% |
| 0.005 | 1 | < 0.1% |
| 0.006 | 3 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.999 | 1 | |
| 0.995 | 1 | |
| 0.994 | 1 | |
| 0.992 | 1 | |
| 0.99 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 768805383 | Existing Customer | 45.0 | M | 3 | High School | Married | $60K - $80K | Blue | 39 | 5 | 1 | 3 | 12691.0 | 777 | 11914.0 | 1.335 | 1144 | 42 | 1.625 | 0.061 |
| 1 | 818770008 | Existing Customer | 49.0 | F | 5 | GrAduate | Single | Less than $40K | Blue | 44 | 6 | 1 | 2 | 8256.0 | 864 | 7392.0 | 1.541 | 1291 | 33 | 3.714 | 0.105 |
| 2 | 713982108 | Existing Customer | 51.0 | M | 3 | GrAduate | Married | $80K - $120K | NaN | 36 | 4 | 1 | 0 | 3418.0 | 0 | 3418.0 | 2.594 | 1887 | 20 | 2.333 | 0.000 |
| 3 | 769911858 | Existing Customer | NaN | female | 4 | High School | Unknown | Less than $40K | NaN | 34 | 3 | 4 | 1 | 3313.0 | 2517 | 796.0 | 1.405 | 1171 | 20 | 2.333 | 0.760 |
| 4 | 709106358 | Existing Customer | NaN | MALE | 3 | Uneducated | Married | $60K - $80K | Blue | 21 | 5 | 1 | 0 | 4716.0 | 0 | 4716.0 | 2.175 | 816 | 28 | 2.500 | 0.000 |
| 5 | 713061558 | Existing Customer | 44.0 | M | 2 | GrAduate | Married | $40K - $60K | NaN | 36 | 3 | 1 | 2 | 4010.0 | 1247 | 2763.0 | 1.376 | 1088 | 24 | 0.846 | 0.311 |
| 6 | 810347208 | Existing Customer | 51.0 | M | 4 | Unknown | Married | $120K + | gold | 46 | 6 | 1 | 3 | 34516.0 | 2264 | 32252.0 | 1.975 | 1330 | 31 | 0.722 | 0.066 |
| 7 | 818906208 | Existing Customer | 32.0 | MALE | 0 | High School | Unknown | $60K - $80K | Silver | 27 | 2 | 2 | 2 | 29081.0 | 1396 | 27685.0 | 2.204 | 1538 | 36 | 0.714 | 0.048 |
| 8 | 710930508 | Existing Customer | NaN | MALE | 3 | Uneducated | Single | $60K - $80K | Blue | 36 | 5 | 2 | 0 | 22352.0 | 2517 | 19835.0 | 3.355 | 1350 | 24 | 1.182 | 0.113 |
| 9 | 719661558 | Existing Customer | 48.0 | M | 2 | GrAduate | Single | $80K - $120K | Blue | 36 | 6 | 3 | 3 | 11656.0 | 1677 | 9979.0 | 1.524 | 1441 | 32 | 0.882 | 0.144 |
Last rows
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10213 | 720201033 | Attrited Customer | 53.0 | M | 2 | GrAduate | Married | $80K - $120K | Blue | 41 | 3 | 3 | 2 | 11669.0 | 2227 | 9442.0 | 0.622 | 720 | 23 | 0.353 | 0.191 |
| 10214 | 718039683 | Existing Customer | 52.0 | M | 2 | High School | Single | $40K - $60K | Blue | 45 | 3 | 1 | 2 | 13532.0 | 1300 | 12232.0 | 0.846 | 1521 | 29 | 1.417 | 0.096 |
| 10215 | 710806083 | Existing Customer | 50.0 | F | 1 | Uneducated | Unknown | Less than $40K | Silver | 36 | 4 | 2 | 2 | 11888.0 | 2090 | 9798.0 | 0.700 | 1137 | 30 | 0.765 | 0.176 |
| 10216 | 714752208 | Existing Customer | 42.0 | F | 1 | GrAduate | Married | Less than $40K | Blue | 36 | 5 | 1 | 2 | 2393.0 | 1985 | 408.0 | 0.788 | 978 | 16 | 0.778 | 0.830 |
| 10217 | 822063408 | Existing Customer | 43.0 | M | 4 | Unknown | Married | $40K - $60K | Blue | 39 | 5 | 1 | 2 | 6111.0 | 2517 | 3594.0 | 0.632 | 1221 | 16 | 2.200 | 0.412 |
| 10218 | 714490308 | Existing Customer | 57.0 | M | 4 | GrAduate | Married | $80K - $120K | Blue | 46 | 3 | 2 | 3 | 19270.0 | 1662 | 17608.0 | 1.186 | 1565 | 28 | 1.545 | 0.086 |
| 10219 | 713356833 | Existing Customer | 52.0 | M | 1 | GrAduate | Married | $80K - $120K | Blue | 43 | 3 | 1 | 4 | 3710.0 | 2517 | 1193.0 | 1.541 | 1578 | 34 | 0.700 | 0.678 |
| 10220 | 711402333 | Existing Customer | 47.0 | M | 2 | Doctorate | Single | Less than $40K | Blue | 37 | 2 | 1 | 3 | 3235.0 | 797 | 2438.0 | 0.541 | 1493 | 32 | 1.000 | 0.246 |
| 10221 | 708296883 | Existing Customer | 44.0 | F | 3 | GrAduate | Single | $40K - $60K | Blue | 38 | 3 | 1 | 0 | 11749.0 | 788 | 10961.0 | 0.688 | 1178 | 27 | 0.929 | 0.067 |
| 10222 | 719154483 | Existing Customer | 53.0 | M | 2 | High School | Divorced | $60K - $80K | Blue | 36 | 5 | 3 | 2 | 7753.0 | 2100 | 5653.0 | 0.839 | 991 | 26 | 0.733 | 0.271 |
Most frequent
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 708296883 | Existing Customer | 44.0 | F | 3 | GrAduate | Single | $40K - $60K | Blue | 38 | 3 | 1 | 0 | 11749.0 | 788 | 10961.0 | 0.688 | 1178 | 27 | 0.929 | 0.067 | 2 |
| 1 | 708300483 | Attrited Customer | 66.0 | F | 0 | Doctorate | Married | Unknown | Blue | 56 | 5 | 4 | 3 | 7882.0 | 605 | 7277.0 | 1.052 | 704 | 16 | 0.143 | 0.077 | 2 |
| 2 | 708476808 | Existing Customer | 54.0 | M | 4 | Unknown | Divorced | $120K + | Blue | 36 | 6 | 3 | 2 | 33791.0 | 1960 | 31831.0 | 0.618 | 1047 | 31 | 0.824 | 0.058 | 2 |
| 3 | 708492558 | Existing Customer | 42.0 | M | 3 | Unknown | Married | $60K - $80K | Blue | 36 | 5 | 3 | 3 | 15088.0 | 865 | 14223.0 | 0.939 | 1107 | 21 | 1.625 | 0.057 | 2 |
| 4 | 708508758 | Attrited Customer | 62.0 | F | 0 | GrAduate | Married | Less than $40K | Blue | 49 | 2 | 3 | 3 | 1438.3 | 0 | 1438.3 | 1.047 | 692 | 16 | 0.600 | 0.000 | 2 |
| 5 | 710599683 | Existing Customer | 56.0 | M | 1 | college | Single | $80K - $120K | Blue | 36 | 3 | 6 | 0 | 11751.0 | 0 | 11751.0 | 3.397 | 1539 | 17 | 3.250 | 0.000 | 2 |
| 6 | 710806083 | Existing Customer | 50.0 | F | 1 | Uneducated | Unknown | Less than $40K | Silver | 36 | 4 | 2 | 2 | 11888.0 | 2090 | 9798.0 | 0.700 | 1137 | 30 | 0.765 | 0.176 | 2 |
| 7 | 710916408 | Existing Customer | 57.0 | M | 4 | GrAduate | Married | $60K - $80K | Blue | 39 | 4 | 3 | 0 | 8466.0 | 1886 | 6580.0 | 0.560 | 1342 | 32 | 0.391 | 0.223 | 2 |
| 8 | 711318033 | Existing Customer | 47.0 | M | 3 | GrAduate | Single | $60K - $80K | Blue | 36 | 4 | 2 | 2 | 2926.0 | 0 | 2926.0 | 0.676 | 1304 | 24 | 0.846 | 0.000 | 2 |
| 9 | 711402333 | Existing Customer | 47.0 | M | 2 | Doctorate | Single | Less than $40K | Blue | 37 | 2 | 1 | 3 | 3235.0 | 797 | 2438.0 | 0.541 | 1493 | 32 | 1.000 | 0.246 | 2 |